{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import causalpy as cp\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "COLORS = [\n",
    "    '#00B0F0',\n",
    "    '#FF0000',\n",
    "    '#B0F000',\n",
    "    '#EC9704'\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 11.2\n",
    "\n",
    "For this notebook use the environment `causal-pymc`\n",
    "\n",
    "To install it:\n",
    "\n",
    "`conda create -f causal-pymc.yml`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Causality & Time Series: When An Econometrician Goes Bayesian"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read in the data\n",
    "data = pd.read_csv(r'./data/gt_social_media_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>twitter</th>\n",
       "      <th>linkedin</th>\n",
       "      <th>tiktok</th>\n",
       "      <th>instagram</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-05-15</td>\n",
       "      <td>55</td>\n",
       "      <td>9</td>\n",
       "      <td>23</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-05-16</td>\n",
       "      <td>54</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-05-17</td>\n",
       "      <td>54</td>\n",
       "      <td>20</td>\n",
       "      <td>23</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-05-18</td>\n",
       "      <td>54</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-05-19</td>\n",
       "      <td>49</td>\n",
       "      <td>23</td>\n",
       "      <td>21</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  twitter  linkedin  tiktok  instagram\n",
       "0  2022-05-15       55         9      23         59\n",
       "1  2022-05-16       54        18      20         59\n",
       "2  2022-05-17       54        20      23         57\n",
       "3  2022-05-18       54        20      21         55\n",
       "4  2022-05-19       49        23      21         52"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Datetime to index \n",
    "data.index = pd.to_datetime(data['date'])\n",
    "data = data.drop('date', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the data\n",
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "for i, series in enumerate(data.columns):\n",
    "    plt.plot(data[series], label=series.title(), lw=2.5, alpha=.7)\n",
    "    \n",
    "plt.axvline(pd.to_datetime('2022-10-27'), color='black', lw=3, ls='dotted', label='*The bird is freed*')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the treatment time index\n",
    "treatment_index = pd.to_datetime('2022-10-28')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [beta, sigma]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8000/8000 00:20&lt;00:00 Sampling 4 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 44 seconds.\n",
      "Sampling: [beta, sigma, y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    }
   ],
   "source": [
    "# Build the model\n",
    "model = cp.pymc_models.WeightedSumFitter()\n",
    "\n",
    "# Define the model\n",
    "formula = 'twitter ~ 0 + tiktok + linkedin + instagram'\n",
    "\n",
    "# Run the experiment\n",
    "results = cp.pymc_experiments.SyntheticControl(\n",
    "    data,\n",
    "    treatment_index,\n",
    "    formula=formula,\n",
    "    model=model,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 700x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot results\n",
    "results.plot(plot_predictors=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===============================Synthetic Control================================\n",
      "Formula: twitter ~ 0 + tiktok + linkedin + instagram\n",
      "Model coefficients:\n",
      "tiktok                        0.08, 94% HDI [0.00, 0.17]\n",
      "linkedin                      0.09, 94% HDI [0.01, 0.15]\n",
      "instagram                     0.84, 94% HDI [0.81, 0.87]\n",
      "sigma                         5.77, 94% HDI [5.28, 6.31]\n"
     ]
    }
   ],
   "source": [
    "# Print results summary\n",
    "results.summary()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:causal-pymc]",
   "language": "python",
   "name": "conda-env-causal-pymc-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
